Method and system for spectral imaging of density, anisotropy, and orientation
A method of measuring optical properties of a specimen includes generating illumination light at a plurality of illumination wavelengths and, for each of the plurality of illumination wavelengths, directing the illumination light to impinge on the specimen, collecting sample light passing through the specimen, and detecting the collected sample light using a polarization state analyzer to form a set of polarization channels. The method also includes receiving a calibration tensor, converting the set of polarization channels for each of the illumination wavelengths into Stokes parameter maps using the calibration tensor, denoising the Stokes parameter maps, and deconvolving the Stokes parameter maps to provide density, anisotropy, and orientation measurements of the specimen. The method can multiplex intrinsic density, anisotropy, and orientation measurements of the specimen and density, anisotropy, and orientation measurements of labeled fluorescent molecules.
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This application is a continuation of International Patent Application No. PCT/US2021/034243, filed May 26, 2021, entitled “Method and System for Spectral Imaging of Density, Anisotropy, and Orientation,” which claims priority to U.S. Provisional Patent Application No. 63/030,839, filed on May 27, 2020, entitled “Method and System for Spectral Imaging of Density, Anisotropy, and Orientation,” the disclosures of which are hereby incorporated by reference in their entirety for all purposes.
BACKGROUND OF THE INVENTIONVarious methods have been used to measure biological architecture and activity. Optical microscopy has opened a unique window into structures and processes in the liquid and solid phase. To develop new therapeutics, it is important to map the structure of human tissue and cells in a healthy state, in a disease state, and in response to therapeutic interventions. Further, understanding the interactions of cells with other organisms, such as viruses, may require the ability to see organelles, proteins, and DNA in human cells.
Despite the progress that has been made in microscopy and the measurement of optical properties of materials, there exists a need in the art for improved methods and systems for performing high-speed spectral imaging of three-dimensional (3D) density, 3D anisotropy, and 3D orientation of specimens.
SUMMARY OF THE INVENTIONEmbodiments of the present invention relate generally to methods and systems for performing spectral imaging of density, anisotropy, orientation, and depolarization in three-dimensional (3D) space, with or without the use of fluorescent labels. Methods and systems described herein utilize calibration and deconvolution to achieve fast imaging of anisotropy and density of specimens with or without label at multiple wavelengths. When imaging specimens in transmission without a label, the density, anisotropy, and orientation of the specimen are measured in terms of the specimen's optical path length (OPL), retardance, and slow axis orientation. When imaging labeled specimens in fluorescence mode, the density, anisotropy, and orientation of the specimen are measured in terms of fluorophore concentration, anisotropy of fluorescent dipoles, and orientation of fluorescent dipoles. The apparatus enables broadband imaging using wire-grid polarizing beam splitters or wire-grid polarization analyzers and allows multiplexing of label-free and fluorescence measurements. The three-dimensional data is acquired either by scanning the specimen or by defocusing the detectors. The quantitative reconstruction of density, anisotropy, orientation, and degree of polarization at each wavelength is achieved using calibration and deconvolution algorithms.
In a particular embodiment, a spectral quantitative imaging of density and anisotropy, is provided that utilizes four broadband detection paths in parallel to acquire four polarization-channels of a specimen. Utilizing optical components and their arrangements that are designed to work across the visible spectrum but may have imperfections, embodiments of the present invention utilize a calibration algorithm that returns an instrument tensor that characterizes imperfections in the light path at the location of the field of view and at each wavelength. The inventors have determined that this instrument tensor formalism enables high resolution measurement of the Stokes representation of light at all locations of the imaging volume. Moreover, deconvolution methods are utilized that allow recovery of the specimen's physical properties from background corrected volumes of the Stokes parameters. Utilizing the acquisition, calibration, and deconvolution methods described herein, a common detection module allows measurement of the specimen optical path length, retardance, and slow axis orientation in transmission mode, as well as measurement of fluorophore concentration, anisotropy of fluorescent dipoles, and orientation of fluorescent dipoles in epi-illumination mode. In a specific embodiment, the four broadband detection paths are defocused relative to each other to enable single-shot measurement of optical path length, retardance, and slow axis orientation.
According to an embodiment of the present invention, a system is provided. The system includes an illumination source, a specimen stage operable to support a specimen, imaging optics, and a polarization state analyzer optically coupled to the imaging optics. The system also includes one or more processors in communication with the illumination source and the polarization state analyzer. The one or more processors are configured to perform operations comprising generating a plurality of illumination wavelengths, positioning the specimen at a plurality of specimen positions and orientations, and receiving an array of multiple sets of polarization channels from the polarization state analyzer. The one or more processors are further configured to perform operations comprising computing a calibration tensor, receiving a calibration tensor associated with the imaging optics, converting the array of multiple sets of polarization channels into Stokes parameter maps, deconvolving the Stokes parameter maps to provide 3D density, 3D anisotropy, and 3D orientation measurements of the specimen at multiple wavelengths, denoising the Stokes parameter maps to sensitively detect changes in density, anisotropy, and orientation by enhancing the data correlation across spatial and temporal dimensions, and segmenting specific structures from dispersion of density, anisotropy, and orientation from above measurements.
According to another embodiment of the present invention, a method of measuring optical properties of a specimen is provided. The method includes generating illumination light at a plurality of illumination wavelengths and, for each of the plurality of illumination wavelengths, directing the illumination light to impinge on the specimen, collecting sample light passing through the specimen, and detecting the collected sample light using a polarization state analyzer to form a set of polarization channels. The method also includes receiving a calibration tensor, converting the set of polarization channels for each of the illumination wavelengths into Stokes parameter maps using the calibration tensor, and deconvolving the Stokes parameter maps to provide density, anisotropy, and orientation measurements of the specimen.
According to a specific embodiment of the present invention, a method of measuring optical properties of a specimen is provided. The method includes a) generating illumination light at a predetermined wavelength λi, b) positioning the specimen at a predetermined axial position zj, c) directing the illumination light at the predetermined wavelength to be incident on the specimen, and d) collecting sample light passing through the specimen. The method also includes e) forming a set of polarization channels of the specimen associated with the predetermined wavelength and the predetermined axial position, f) incrementing j to j+1 to define an updated predetermined axial position zj+1, and g) repeating b) through f) a plurality of times to provide multiple sets of polarization channels of the specimen. The method further includes h) incrementing i to i+1 to define an updated predetermined wavelength λi+1, repeating a) through h) a plurality of times to provide an array of multiple sets of polarization channels of the specimen, receiving a calibration tensor, converting the array of multiple sets of polarization channels into Stokes parameter maps using the calibration tensor, and deconvolving the Stokes parameter maps to provide density, anisotropy, and orientation measurements of the specimen.
According to an embodiment, each set of polarization channels can include a plurality of polarization channels. The plurality of polarization channels can include a first image obtained using light having a polarization state aligned with 0°, a second image obtained using light having a polarization state aligned with 45°, a third image obtained using light having a polarization state aligned with 90°, and a fourth image obtained using light having a polarization state aligned with 135°. The specimen can be disposed in an image plane orthogonal to the predetermined axial position. Forming the set of polarization channels of the specimen can include capturing an image of the specimen using a set of four cameras, each camera of the set of four cameras being operable to image one of four distinct polarization states. Forming the set of polarization channels of the specimen can include capturing an image of the specimen using a single camera having a polarization-resolved pixel format. Each set of polarization channels can include a plurality of images, each of the plurality of images being associated with one of the predetermined axial position or the updated predetermined axial positions. The specimen can include primary human cells or human tissue, for example, primary human cells or human tissue that are not labeled. The specimen can include liquid crystals that are doped or undoped. The specimen can include non-model organisms or genetically labeled, cultured cells.
According to another specific embodiment of the present invention, a system is provided. The system includes a spectral illumination source, a specimen stage operable to support a specimen and translate the specimen in three dimensions, imaging optics, and a polarization state analyzer optically coupled to the imaging optics. The system also includes one or more processors in communication with the spectral illumination source and the polarization state analyzer. The one or more processors are configured to perform operations comprising generating illumination light at a plurality of wavelengths and, for each of the plurality of wavelengths, collecting sample light passing through the specimen, detecting the collected sample light using the polarization state analyzer to form a plurality of polarization channels, receiving a calibration tensor associated with the imaging optics, converting the plurality of polarization channels into Stokes parameter maps, and deconvolving the Stokes parameter maps to provide density, anisotropy, orientation, and depolarization measurements of the specimen.
According to an embodiment, the spectral illumination source can include an optical source operable to generate light in a plurality of distinct wavelength bands. The polarization state analyzer can include a set of four cameras, each camera being operable to image each of four distinct polarization states. The polarization state analyzer can include a single camera having a polarization-resolved pixel format. The plurality of polarization channels can include a first image obtained using light having a polarization state aligned with 0°, a second image obtained using light having a polarization state aligned with 45°, a third image obtained using light having a polarization state aligned with 90°, and a fourth image obtained using light having a polarization state aligned with 135°. Converting the plurality of polarization channels into Stokes parameter maps can include using an inverse of the calibration tensor. The specimen can include comprises a primary sample.
According to a particular embodiment of the present invention, a method of measuring optical properties of a specimen is provided. The method includes directing illumination light at a plurality of wavelengths to be incident on the specimen and, for each of the plurality of wavelengths, collecting sample light passing through the specimen, and detecting the collected sample light using a polarization state analyzer to form a plurality of polarization channels. The method also includes receiving a calibration tensor, converting the plurality of polarization channels for each of the plurality of wavelengths into Stokes parameter maps using the calibration tensor, and deconvolving the Stokes parameter maps to provide density, anisotropy, orientation, and depolarization measurements of the specimen.
According to an embodiment of the present invention, the polarization state analyzer can include a set of four cameras, each camera of the set of four cameras being operable to image each of four distinct polarization states. All cameras of the set of four cameras can be located at a same axial position in image space that is conjugate to a single plane in the specimen volume. All cameras of the set of four cameras can be located at a same axial position in image space and conjugate to different planes in the specimen volume via independent modification of their aperture planes.
According to another particular embodiment of the present invention, a system is provided. The system includes a fluorescent excitation source, a dichroic mirror operable to reflect fluorescent excitation light emitted by the fluorescent excitation source, and a specimen stage operable to support a specimen. The system also includes imaging optics operable to receive fluorescent emission light emitted by the specimen, a polarization state analyzer optically coupled to the imaging optics, and one or more processors in communication with the polarization state analyzer. The one or more processors are configured to perform operations comprising detecting the fluorescent emission light using the polarization state analyzer to form an array of multiple sets of polarization channels, receiving a calibration tensor associated with the imaging optics, converting the array of multiple sets of polarization channels into Stokes parameter maps using the calibration tensor, and deconvolving the Stokes parameter maps to provide 3D density, 3D anisotropy, 3D orientation, and depolarization measurements of the specimen.
According to an embodiment of the present invention, the system can further include a spectral illumination source operable to provide transmission illumination light at a plurality of wavelengths. The specimen stage can be operable to translate the specimen in three dimensions. The imaging optics can be further operable to receive light from the spectral illumination source transmitted through the specimen. The one or more processors can be further configured to perform operations including generating the transmission illumination light at the plurality of wavelengths, collecting sample light passing through the specimen, detecting the collected sample light using the polarization state analyzer to form a second array of a plurality of polarization channels, converting the second array of the plurality of polarization channels into Stokes parameter maps, and deconvolving the Stokes parameter maps to provide density, anisotropy, orientation, and depolarization measurements of the specimen. The fluorescent excitation light and the transmission illumination light can be provided sequentially. The specimen stage can be translated in an axial direction at a first rate during provision of the fluorescent excitation light and the specimen stage can be translated in the axial direction at a second rage during provision of the transmission illumination light. The system can further include an immersion media operable to match a refractive index of the specimen to increase contrast. The polarization state analyzer can include a set of four cameras, each camera of the set of four cameras being operable to image light in one of four distinct polarization states. The polarization state analyzer can further include a beam splitter operable to direct light along a first optical path or a second optical path, a first polarizing beam splitter disposed along the first optical path and operable to direct light having a first polarization state to a first lens and a first camera and light having a third polarization state orthogonal to the first polarization state to a third lens and a third camera, a half wave plate disposed along the second optical path, and a second polarizing beam splitter disposed along the second optical path and operable to direct light having a second polarization state to a second lens and a second camera and light having a fourth polarization state orthogonal to the second polarization state to a fourth lens and a fourth camera. The polarization state analyzer can include a single camera having a polarization-resolved pixel format. Each set of polarization channels can include a plurality of images associated with a different axial position of the specimen. The array of multiple sets of polarization channels can be arrayed as a function of different illumination wavelengths. Each set of polarization channels can include a first image obtained using light having a polarization state aligned with 0°, a second image obtained using light having a polarization state aligned with 45°, a third image obtained using light having a polarization state aligned with 90°, and a fourth image obtained using light having a polarization state aligned with 135°. Converting the array of multiple sets of polarization channels into Stokes parameter maps can include using an inverse of the calibration tensor.
Numerous benefits are achieved by way of the present invention over conventional techniques. For example, embodiments of the present invention provide methods and systems that perform rapid measurement of specimen anisotropy at multiple wavelengths utilizing broadband polarizing components. As described herein, broadband optical components are utilized in a broadband imaging path that functions at a variety of wavelengths extending over a wide wavelength range, enabling operation of the system with high fidelity at a variety of specific predetermined wavelengths as appropriate to the particular application. Utilizing calibration algorithms and calibration tensors that characterize deviations in the broadband components as an “instrument tensor” across the field of view, deviations in the components are corrected. Moreover, embodiments of the present invention provide for material characterization without the use of labels or, alternatively, using labels. The same optical path and system provide improved specificity for label-free detection of structures based on their dispersion properties. Utilizing multiple cameras, some embodiments of the present invention provide single-shot imaging of density and anisotropy at high speed by defocusing the cameras relative to each other.
Moreover, embodiments of the present invention provide compact imaging systems that can incorporate commercially available polarization sensitive cameras that are utilized in machine vision applications and can be attached to the detection paths of many microscopes. Using multiple (e.g., four) cameras, systems with large fields of view are provided that can operate in both transmission and fluorescence imaging modes. The commercial applications of the technology described herein are widespread, including material inspection, for example, the high throughput inspection of silicon wafers, and mineralogy, for example, quantitative identification of crystal identity in a sample. Medical applications include digital pathology, for example, high throughput imaging of histopathological slides; neuroscience, for example, fast imaging of myelination, action potential, and fast label-free imaging of interactions among primary cells; cell biology and biophysics, for example, imaging of organelle dynamics without blur, imaging contractility of cardiomyocytes, and fluctuations in density and curvature of cells; and tissue biology, for example, imaging architecture of thick tissues using light in the near infrared (NIR) or shortwave infrared (SWIR) spectrum.
These and other embodiments of the invention along with many of its advantages and features are described in more detail in conjunction with the text below and attached figures.
Embodiments of the present invention relate generally to methods and systems for performing spectral imaging of three-dimensional (3D) variations in density, anisotropy, orientation, and depolarization with and without the use of labels. Spectral imaging of density, anisotropy, orientation, and depolarization enables spectral analysis of physical properties of the specimen, which can be used to identify specific materials in label-free images. Specimens suitable for measurement using embodiments of the present invention can include biological materials, for example cells and tissues, as well as inorganic materials, for example mineral crystals and plastics. As described more fully herein, embodiments of the present invention utilize a detector system that can replace the camera module of many microscopes, making this system easy to integrate. Utilizing calibration and deconvolution algorithms, the methods and systems provide the opportunity to measure a specimen's density, anisotropy, orientation of anisotropy, and depolarization at multiple wavelengths at high speed. As an example, with through-focus acquisition, embodiments of the present invention can acquire 30 volumetric measurements of density and anisotropy per second at a single wavelength.
In an embodiment, a specimen is illuminated by polarized or unpolarized light at chosen wavelengths and the image is formed using a broadband detector that simultaneously captures multiple polarization-resolved views of the specimen. As an example, two implementations of the simultaneous broadband detector are described herein: A) an image splitter with four polarization-resolved paths, each recording one polarization state, and B) a single camera with a polarization analysis grid overlaid on neighboring pixels. Calibration algorithms are used to correct for non-ideal performance of optical components and generate maps of the Stokes parameters of the light. That is, the 3D distribution of Stokes parameters of light at different wavelengths are computed using a pre-calibrated instrument tensor as a function of wavelength of illumination, Aλ−1. Then, deconvolution algorithms are used to recover the 3D distribution of absorption (or inversely, transmission), density (i.e., phase delay), anisotropy in refractive index, orientation of the slow axis, and depolarization.
In the following figures, similar components and/or features may have the same reference label. Where the reference label is used in the specification, the description is applicable to any one of the similar components having the same reference label.
Referring to
Circular polarizer 112 is placed at or near the condenser back focal plane to achieve left-hand circular excitation in the illustrated implementation. As described in relation to
In addition to operation in transmission imaging mode, embodiments of the present invention provide reflection source 111 that can enable a fluorescence imaging mode in which fluorophores in specimen 120 are excited by isotropically polarized light or unpolarized light via dichroic mirror 128. In fluorescence mode, light emitted by specimen is transmitted by dichroic mirror 128 and detected by polarization state analyzer 130. Thus, in addition to label-free transmission imaging, fluorescence imaging utilizing labels can be performed. As an example, using spectral fluorescence imaging, the interaction of two fluorescent dipoles (e.g., cytoskeleton interacting with a cell membrane) can be imaged.
Referring once again to
Light at predetermined wavelengths or wavelength bands is directed to impinge on specimen 120, which is supported by specimen stage 122 at an axial position measured along the z-axis, resulting in a sample plane (x-y plane), also referred to as a specimen plane, over which the specimen is imaged. Specimen stage 122 is translatable in x, y, and z, enabling sampling of the specimen at different lateral positions as well as different axial positions, enabling the 3D imaging described herein. Objective 125 is utilized to collect light transmitted through specimen 120 so that this collected light can be imaged using polarization state analyzer 130. Objective 125 may also be translated axially to acquire 3D data sets.
Polarization state analyzer 130 is an accurate imaging Stokes polarimeter that is able to describe linear, circular, and elliptical states of polarization as well as the degree of polarization. Additional description related to polarization state analyzer 130 is provided in relation to
In summary, polarization state analyzer 130 can be implemented using four polarization sensitive cameras and associated optics or a single, four-channel polarization sensitive camera. The single polarization sensitive camera, as described in relation to
Referring to
As described herein, multiple, polarization-resolved images are obtained, using four cameras, a single camera with pixel sets that includes four polarization-resolved pixels, or the like to produce a set of polarization channels. Illumination at different wavelengths results in multiple sets of polarization channels. Multiple z-positions results in an array of multiple sets of polarization channels. Another nomenclature that can be utilized to describe embodiments of the present invention is that the camera, also referred to as a detector, produces an image array of 3-dimensions: x, y, and p (polarization channel) analogous to the set of polarization channels. The illumination at different wavelengths results in image array of 4-dimensions: x, y, p and λ (i.e., wavelength) analogous to multiple sets of polarization channels. Multiple z-positions result in an image array of 5-dimensions: x, y, p, λ, and z (i.e., depth) analogous to the array of multiple sets of polarization channels. In alternative embodiments, the order of acquisition of the dimensions λ, z can be different, or only one of the dimensions λ, z may be acquired. As will be evident to one of skill in the art, the 4-dimensional array x, y, p and λ allows spectral measurement of orientation and anisotropy in 2D. Addition of measurements at multiple z-positions results in the extension to the 5-dimensional array and the spectral measurement of orientation, anisotropy, and density in 3D.
A birefringent specimen changes the Stokes vector of the input light. The sets of polarization channels for each wavelength, also referred to as image array 140, collected at a number of axial positions, can be converted into the Stokes parameters S0, S1, S2, and S3 (150) using the inverse of the calibration tensor (i.e., Aλ−1). More information of obtaining the calibration tensor Aλ is given below.
Sspecimen=Aλ−1*I
The measured Stokes parameters of the specimen are measured relative to the Stokes parameters in the background. Background correction is performed as follows:
S0corr=S0/S0BG
S1corr=S1−S1BG
S2corr=S2−S2BG
S3corr=S3−S3BG
The S1, S2, and S3 Stokes parameters are then normalized by dividing by the total intensity S0:
S1norm=S1corr/S0corr
S2norm=S2corr/S0corr
S3norm=S3corr/S0corr
The Stokes images can be used to calculate the specimen transmission (t), retardance (ρ), the orientation (ω) of the slow axis of the material, and degree of polarization of the transmitted light (DOP):
Above pixel-wise data can be further analyzed with deconvolution algorithms to account for diffraction effects. In particular, density (phase) can be recovered from spatial variations in transmission. Assuming negligible scattering, the intensity variations encode the average phase in the focal plane via the transport of intensity (TIE) equation. Transfer function formalism is used to retrieve 2D and 3D phase from this average TIE phase contrast.
Depolarization can only be measured using a full Stokes polarimeter. With a linear Stokes polarimeter that is sensitive to three Stokes parameters (i.e., S0, S1, and S2), depolarization cannot be deconvolved. By extending the detector to a full Stokes polarimeter that reports all four Stokes parameters (i.e., S0, S1, S2, and S3), in addition to density 162, anisotropy 164, and orientation 166, depolarization can be deconvolved as illustrated by depolarization 168 in
Image data of different polarization-resolved channels can be recorded on separate cameras which operate in parallel.
In the embodiment illustrated in
Specialized cameras can record up to 1,000,000 frames per second for periods of time limited by the size of the internal storage unit, typically a few seconds. Such cameras are also now available with integrated polarizers and can be utilized to enable high-speed imaging of high-birefringence samples.
The inventors have determined that the primary source of image noise in the imaging system is photon shot noise. This noise can be reduced to increase the SNR of reconstructed data by averaging several frames acquired during a quick succession in time. Machine learning-based methods may also be employed to denoise images from a single acquisition.
Given the set of density, anisotropy, orientation and depolarization at various wavelengths as illustrated by measurement set 160, the dispersion characteristics of the specimen can be determined. Thus, these physical properties enable label-free identification of biological and manmade materials with increasing specificity.
For non-dispersive materials, the sample retardance in radians will be constant with wavelength. Dispersive materials will show a change in the retardance, measured in radians, with wavelength. The rate of change in retardance with wavelength will depend on the rate of change of the ordinary and extraordinary refractive indices with wavelength.
In
The sample OPL will change with wavelength in the presence or absence of dispersion by the material. The rate of change of OPL with wavelength will depend on the rate of change of the ordinary and extraordinary refractive indices with wavelength.
When the sample thickness is constant with wavelength, the sample retardance measured in nanometers will be constant for non-dispersive materials (
Different materials are expected to display different dispersion characteristics in the measured label-free physical properties. Thus, measurements at multiple wavelengths can be used to identify distinct sample components in label-free images. Furthermore, spectral fluorescence imaging can be used to observe the 3D dynamics of multiple fluorophores, enabling the investigation of their mutual interactions.
Referring to
Light output by illumination source 510 is directed to circular polarizer 512 to generate illumination light with a predetermined polarization state. Circular polarizers designed for specific wavelength can be interchanged to match the wavelength output by illumination source 510. Alternatively, a broadband circular polarizer can be used. A broadband circular polarizer can be constructed using a wire-grid linear polarizer (for example, WP25M-UB from Thorlabs, Inc.) and an achromatic quarter wave plate (AQWP10M-580 from Thorlabs, Inc.) with fast or slow axis oriented at 22.5 relative to the transmission axis of the linear polarizer.
The illumination light then impinges on a specimen supported on specimen holder 514, also referred to as a sample stage. Light scattered as it passes through the specimen is collected by imaging optics 516, reflected off mirror 518, and directed toward lens 520, which may be a tube lens. Lens 520 serves to focus the scattered light at image plane 522, which typically serves as the camera port of the microscope.
In order to provide polarization channels, light propagating away from image plane is collimated using lens 524 and directed to four-camera polarization-resolved imaging system 528. Polarization optics are positioned in the back focal plane of lens 524. Although a four camera design utilizing four linearly polarized detection paths is illustrated in
As illustrated in
Considering the first optical path directed from beam splitter 530 toward polarizing beam splitter 532, along this first path, the light transmitted through beam splitter 530 impinges on polarizing beam splitter 532, which splits the incident light into the 0° and 90° components. Light having a polarization aligned at 0° passes through polarizing beam splitter 532 and is focused by lens 534 onto camera 536. In one embodiment, an ultra-flat wire-grid polarizing beam splitter, which provides high broadband contrast and low image distortion, is utilized for beam splitter 532. As illustrated in
Considering the second optical path directed from beam splitter 530 toward half wave plate 540, the light reflected from beam splitter 530 is rotated by −45° in polarization as it passes through half wave plate 540 and impinges on polarizing beam splitter 542. As an example, a super-achromatic half wave plate can be utilized. Light having a polarization aligned at 45° is rotated by −45° after passing through half wave plate 540, is transmitted through polarizing beam splitter 542, and is focused by lens 544 onto camera 546. Thus, camera 546 captures an image of the specimen at 45° of polarization. Accordingly, the combination of a half wave plate with fast axis at −22.5° and a polarizing beam splitter with transmission axis at 0° results in paths sensitive to 45° and, as described below, 135° polarization.
Returning again to the first optical path, light having a polarization aligned at 90°, after passing through beam splitter 530, reflects from polarizing beam splitter 532 along a third optical path and is focused by lens 550. In the optical paths that incorporate reflection from a polarizing beam splitter, i.e., the third optical path and the fourth optical path, a clean-up polarizer is utilized to filter light reflected from the polarizing beam splitter before the light impinges on a camera. As will be evident to one of skill in the art, some broadband polarizing beam splitters, for example, based on wire-grid or nano-grid polarizers, provide higher extinction in transmission (i.e., transmission of the p-polarized state) than in reflection (i.e., reflection of the s-polarized state). Thus, the purity of the transmitted p-polarized state (i.e., the ratio of p-polarized light to s-polarized light transmitted by the polarizing beam splitter) can be higher than the purity of the reflected s-polarized state (i.e., the ratio of s-polarized light to p-polarized light reflected by the polarizing beam splitter). Accordingly, embodiments of the present invention utilize clean-up polarizers to increase the purity of the reflected s-polarized state. Referring to
Returning again to the second optical path, light having a polarization aligned at 135° is rotated by −45° by half wave plate 540, reflects from polarizing beam splitter 542 along a fourth optical path and is focused by lens 560. Since, as discussed above, some broadband polarizing beam splitters, for example, based on wire-grid or nano-grid polarizers, provide higher extinction in transmission (i.e., transmission of the p-polarized state) than in reflection (i.e., reflection of the s-polarized state) and, as a result, the purity of the transmitted p-polarized state (i.e., the ratio of p-polarized light to s-polarized light transmitted by the polarizing beam splitter) can be higher than the purity of the reflected s-polarized state (i.e., the ratio of s-polarized light to p-polarized light reflected by the polarizing beam splitter), clean-up polarizer 562 is utilized to filter light reflected from polarizing beam splitter 542 along the fourth optical path before the filtered light impinges on camera 564. Thus, camera captures an image of the specimen at 135° polarization.
Utilizing four-camera polarization-resolved imaging system 528, the specimen can be imaged with diverse polarization states and wavelengths, thereby acquiring information related to the 3D density and anisotropy of the specimen. During imaging, at each illumination wavelength, four-camera polarization-resolved imaging system 528 is utilized to collect through-focus intensities from four polarization-sensitive detection channels associated with cameras 536, 546, 554, and 564, respectively. In order to provide 3D reconstructions, specimen holder 514 is translated along the z-direction to enable imaging of different x-y planes within the specimen. Alternatively, objective 516 may also be translated along the z-direction to enable imaging of different x-y planes within the specimen.
As described herein, each set of polarization channels is transformed into the Stokes parameters through the pre-calibrated instrument matrix, AA, to represent the state of scattered light in each focal plane under each illumination. Then, the deconvolution algorithm described herein is utilized to convert these Stokes parameters associated with different illumination wavelengths (i.e., multiple sets of Stokes parameters arrayed by the wavelength of illumination) into the 3D density and anisotropy information of the specimen.
Although the embodiment illustrated in
As an example of multichannel imaging, also referred to as multiplexed imaging, both transmission and fluorescent images were obtained and are discussed in relation to
Accurate calibration of the imaging system is utilized in order to convert the recorded raw intensity images into Stokes images that can be used for reconstruction of the sample properties. In order to determine the calibration tensor A), for the imaging system, the imaging system is subjected to known Stokes vectors. In an embodiment, calibration of the imaging system is performed in three steps—1) spatial registration of the four cameras, 2) calibration of the transmitted light source polarization state, and 3) computing an instrument tensor which maps the Stokes parameters of the illumination light to the intensity images recorded by the four-camera polarization-resolved imaging system. The calibration tensor formalism extends the previously described instrument matrix formalism to account for spatial variations in the optical system. When the instrument tensor is either sampled or averaged to capture a location-independent calibration, it is the same as the instrument matrix. Fluorescence anisotropy measurements further require calibration of the fluorescence light source polarization state. It is important to note that the calibration process described herein works at each wavelength and enables correction of deviations from the broadband performance that is commonly encountered in polarization optics.
The method also includes using a polarization state generator positioned at the sample plane to introduce known modulation to the Stokes parameters of the light (612). As an example, a high-extinction linear polarizer can be rotated as a polarization state generator. The method further includes determining the Stokes parameters produced by the polarization state generator (614). In some of the microscopes described herein, the angle of the transmission axis of the polarizer, θ0, and the Stokes vector of the light incident on the linear polarizer, Sex, are determined to determine the Stokes parameters produced by the polarization state generator.
The following steps outline one method of determining the Stokes parameters of light exiting the linear polarizer: (i) remove the 50/50 non-polarizing beam splitter 530 (this allows polarizing beam splitter 532 in transmission mode to be treated as an ideal linear polarizer oriented at 0°); (ii) rotate the linear polarizer through a range of angles; (iii) for every angle, record the intensity incident on camera I0; (iv) determine Si and θ0 from a fit to the following equation, where MLP(θ) is the Muller matrix of an ideal linear polarizer at angle θ:
I0(θ)=MLP(0)*MPSG(θ+θ0)*Si;
(v) calculating the Stokes vector of light exiting the linear polarizer at angle θ as:
Ssamp=MPSG(θ+θ0)*Si; and
(vi) replace the 50/50 non-polarizing beam splitter 530. In some embodiments, at step (iii), camera I45, I90, or I135 can be utilized in place of camera I0, with corresponding changes to the intensity model.
Referring once again to
Furthermore, the method includes calculating the instrument tensor A as follows (620):
It should be appreciated that the specific steps illustrated in
The method 650 includes registering the image planes of the cameras in three dimensions (652). In an embodiment, this is performed by a) imaging a common sample (e.g. an Argolight target) using all cameras of the polarization-resolved imaging system, b) computing a spatial transformation matrix that results in overlap of features present in all camera images, and c) applying the spatial transformation matrix to all camera images.
The method also includes using a polarization state generator, for example, a high-extinction linear polarizer, positioned at the sample plane, to introduce known modulation to the Stokes parameters of the light (654). The method further includes rotating the polarization state generator (e.g., the linear polarizer) through a range of angles (656), and, for every angle, recording the intensity incident on the four cameras I0, I45, I90, and I135 in the four polarization paths of the microscope (658). The method further includes determining (660) the Stokes state of the light source, Si, and the initial angle of the polarization state generator, θo, from a fit to the I0 intensity as a function of the polarizer angle θ using the following equation:
I0(θ)=MLP(0)*M50/50*MPSG(θ+θ0)*Si,
where MPSG(θ) is the Muller matrix of the polarization state generator, e.g., an ideal linear polarizer, at angle θ and M50/50 is the Mueller matrix of a linear diattenuator with 50% transmission.
The method additionally includes computing (662) the Stokes state in the sample plane, Ssamp, by multiplying the Mueller matrix for the polarization stage generator by the Stokes state of the light source: Ssamp=MPSG(θ+θ0)*Si. The method also includes calculating the instrument tensor (662) from the Stokes state in the sample plane, Ssamp, and the measured intensities in the four channels at every pixel, I(r), as:
A=I(r)*Ssamp−1
It should be appreciated that the specific steps illustrated in
In these embodiments, we utilize a spatially varying instrument tensor. The quantities I0, I45, I90, I135 are two-dimensional images (not averages of the image intensity as is common). This allows accounting for spatial polarization distortions. Moreover, the spatially varying instrument tensor is calculated as follows:
where i is the number of microscope channels (i=4), j is the number of Stokes vector components (in the systems described herein, j=3, since S3 cannot be measured), k is the number of image pixels (k=5.0 megapixels), and n is the number of calibration measurements (n=351). It should be noted that the index numbers and variables (i.e., i, j, k, and n) correspond to a particular embodiment as described herein and can be varied in other implementations.
The images recorded by the four cameras of four-camera polarization-resolved imaging system may have spatial mis-registration even after careful alignment. Accordingly, transformation matrices can be calculated that will align the I45°, I90°, and I135° channels to the I0° channel.
In one implementation, an Argolight test target, which emits nearly isotropic light, was imaged through four-camera polarization-resolved imaging system 528 as illustrated in
The mean value of the calibrated instrument tensor across the images is:
The calibration is performed at 525 nm. The grey value of the image shows the deviation of the calibrated instrument tensor from the theoretical value of the instrument tensor. Small variation in grey value across each image further shows the distribution of that instrument tensor component across the image space. Spatial calibration of the instrument tensor accounts for polarization distortions across the field of view.
Referring to
Similar trends are observed when considering the error in measuring the S2 parameter, i.e. S2input−S2measured.
The spatial resolution of the imaging system was measured using an Argolight test target and the Daybook analysis software available from Argolight of Pessac, France. The Argolight test target has fluorescent line structures at decreasing spacing. As the line spacing decreases, the microscope loses the ability to resolve peaks from each line. The line spacing at which 26.5% contrast between the two lines is reached is defined as the Rayleigh contrast criterion. The microscope resolution is given by ½ of the line spacing at the Rayleigh contrast criterion.
The measured spatial resolution in the four channels of four-camera polarization-resolved imaging system 528 was found to be:
The theoretical Rayleigh resolution limit is given by r=0.61λ/NA. At λ=nm; used for this measurement, the theoretical resolution is r=270 nm. The inventors have determined that in one implementation, the imaging system meets or exceeds the resolution limit in the I0′, I45′, and I90° channels. In this particular implementation, the resolution of the I135° channels was 1.1 times larger than the resolution limit; however, the present invention is not limited by this implementation and, in other implementations, the imaging system meets or exceeds the resolution limit in all channels. Thus, embodiments of the present invention achieve diffraction-limited performance.
The ability of a polarized microscope to detect weakly birefringent materials is limited by the extinction ratio it can achieve. The extinction ratio is defined as the ratio of maximum to minimum intensity that is detected.
An example of a polarization-resolved camera is shown in
Although the extinction ratio of some polarization-resolved camera (e.g., <500:1) is lower than that achievable in the imaging system described in relation to
Referring to
In order to provide polarization channels, light propagating away from image plane is collimated using lens 524 and directed to four-camera polarization-resolved imaging system 502. Lens 524 provides an aperture space in which the polarization optics are positioned.
Four-camera polarization-resolved imaging system 1402 shares common elements with four-camera polarization-resolved imaging system 528 discussed in relation to
Utilizing multiple cameras that are focused at different axial positions, also referred to as longitudinal positions (i.e., different positions along the z-axis) single-shot phase and birefringence measurements are enabled. Referring to
As an example, camera 536 can be focused on focal plane z0, which can be aligned with a first plane inside the specimen; camera 546 can be focused on focal plane z1>z0, which can be aligned with a second plane inside the specimen; camera 554 can be focused on focal plane z2>z1, which can be aligned with a third plane inside the specimen; and camera can be focused on focal plane z3>z2>z1>z0, which can be aligned with a fourth plane inside the specimen. Thus, each camera, which measures light having a polarization state aligned with either 0° (I0°), 45° (I45°), 90° (I90°), or 135° (I135°), is focused at a different plane. Since each of the cameras receives an image of a portion of the specimen positioned in a different axial plane, simultaneous reconstruction of phase and birefringence from a single set of four defocused polarization channels can then be carried out using joint deconvolution.
In operation, the spectral, multi-camera polarization-resolved imaging system utilizing a broadband source and bandpass filters 1511 is operated to generate illumination light having a first wavelength or first wavelength range. The specimen is positioned at a first specimen position defining a first lateral position in the x-y plane and a first axial position along the z-axis. Four polarization channels are collected using four-camera polarization-resolved imaging system 1528. These polarization channels, as well as additional sets of polarization channels associated with different specimen positions and different wavelengths as discussed below, are utilized for processing using the calibration tensor Aλ and the deconvolution process as discussed in relation to
The position of the specimen is then translated to a second specimen position characterized by a second axial position (i.e., a different position along the z-axis). Four additional polarization channels at this second axial position are collected using four-camera polarization-resolved imaging system 528. By translating the specimen to additional specimen positions, an array of sets of polarization channels is obtained. Once an array of desired size is obtained, providing sets of polarization channels disposed throughout the volume of the specimen, the wavelength of the illumination light is changed to a second wavelength or second wavelength range. In the embodiment illustrated in
It should be noted that in the embodiment illustrated in
In
In one embodiment of the current invention, programmable polarization modulator outputs a circular polarization state of left- or right-handedness. Programmable polarization modulators 1620 and 1622 in the detection path are operated close to extinction relative to the polarization of the illumination path to detect elliptical states of set orientation. Operating close to extinction, the background intensity is reduced, enabling measurement of small anisotropies. One of ordinary skill in the art would recognize many variations, modifications, and alternatives.
Polarization switching in the illumination path and the detection path may also be multiplexed to probe how the specimen interacts with light of different polarization. Multiplexing the illumination and detection polarization stages will increase the rate of data acquisition. In some embodiments, polarization modulators 1610, 1620, and 1622 are programmable polarization modulators.
The Stokes parameters can be used to estimate the fluorophore concentration (c) and to calculate the anisotropy (ρ) and ensemble orientation (ϕ) of fluorophores in the specimen:
The inventors have determined that fluorescence anisotropy measurements conducted using the system illustrated in
Accordingly, the polarization state of the fluorescence light source is calibrated by imaging a distribution of fluorophores with fixed random orientation (e.g., in dye-embedded plastic slides). Isotropic excitation of the fluorophores will result in zero anisotropy of the sample image. Anisotropic excitation will result in preferential excitation of fluorophores of a given orientation, leading to a detectable sample anisotropy. The polarization state of the fluorescence light source is calibrated based on these results.
As illustrated in relation to
Referring to
For fluorescence applications, scientific CMOS detectors with low read noise and dark current noise are available. Such detectors permit imaging at long exposures (0.1-1 s) to reduce photo-bleaching for samples that do not display fast dynamics on these timescales.
The plurality of polarization channels can be obtained using a variety of different imaging systems. As an example, imaging systems using multiple cameras, each associated with a different polarization state, can be used. In this embodiment, the method can include translating the specimen, collecting additional sample light passing through the specimen (e.g., light collected with the specimen positioned at different planes), and detecting the additional collected sample light using the polarization state analyzer to form a plurality of additional polarization channels, also referred to as sets of polarization channels. For this imaging implementation, the specimen is disposed in an image plane and translating the specimen comprises motion orthogonal to the image plane.
Alternatively, a single camera with pixel sets that includes four polarization-resolved pixels can be used. As discussed above, the specimen can be translated to iteratively position the specimen at different axial positions (1920) and provide a plurality of polarization channels for each illumination wavelength and each specimen position. One of ordinary skill in the art would recognize many variations, modifications, and alternatives.
The method further includes receiving a calibration tensor (1922). The calibration tensor is associated with the imaging optics and can compensate for polarization aberrations in the imaging optics. The method also includes converting the plurality of polarization channels for each of the illumination wavelengths and each of the specimen positions into Stokes parameter maps using the calibration tensor (1924) and deconvolving the Stokes parameter maps to provide density, anisotropy, and orientation measurements of the specimen (1926).
It should be appreciated that the specific steps illustrated in
The method also includes determining if the final specimen position has been achieved (2016) and f) incrementing j to j+1 to define an updated predetermined axial position zj+1 (2018) until all specimen positions have been achieved. After all the axial positions of the specimen have been achieved, the method includes determining if all the illumination wavelengths have been generated (2020) and h) incrementing i to i+1 (2022) until all illumination wavelengths have been generated. Thus, using this method will enable g) repeating b) through f) a plurality of times to provide multiple sets of polarization channels of the specimen at the position zi, with each set of polarization channels being associated with one of the plurality of illumination wavelengths and h) incrementing i to i+1 to define an updated predetermined wavelength λi+1. By repeating a) through h) a plurality of times, the method provides an array of multiple sets of polarization channels of the specimen.
The method also includes receiving a calibration tensor (2024), converting the array of multiple sets of polarization channels into Stokes parameter maps using the calibration tensor (2026), and deconvolving the Stokes parameter maps to provide 3D density, 3D anisotropy, and 3D orientation measurements of the specimen (2028).
It should be appreciated that the specific steps illustrated in
Polarization-resolved imaging system 2100 also includes specimen stage 2114. Illumination light at the predetermined wavelength can impinge on a specimen supported on specimen stage 2114, which can also be referred to as a sample stage. Light scattered as it passes through the specimen is collected by imaging optics 2116, which can include objective as illustrated in
Polarization-resolved imaging system 2100 further includes controller 2120, polarization state analyzer 2122, and an input/output system 2124. The various elements of polarization-resolved imaging system 2100 are connected via interface bus 2130, which provides for control and data signals to be transmitted to/from and received to/from one or more of the various elements. Polarization state analyzer 2122 can take several forms, including multiple cameras, each associated with a different polarization state or a single camera with pixel sets that includes four polarization-resolved pixels.
In
The inventors have determined that contrast can be enhanced via control of the illumination numerical aperture (NA). In some cases, when the illumination NA matches the imaging NA, contrast can be adversely impacted. In some embodiments, the illumination NA is set to approximately half (e.g., 60%) of the imaging NA in order to balance contrast and resolution. Moreover, at high resolutions, the inventors have determined that scattering by the sample can suppress the anisotropy that is measured. Accordingly, embodiments of the present invention, in order to enhance the contrast of anisotropic structures in the sample, suppress the scattering by isotropic structures in the sample using index matching, thereby resulting in the isotropic structures appearing transparent.
The inventors determined that, for the cardiomyocytes illustrated in
It is also understood that the examples and embodiments described herein are for illustrative purposes only and that various modifications or changes in light thereof will be suggested to persons skilled in the art and are to be included within the spirit and purview of this application and scope of the appended claims.
Claims
1. A system comprising:
- an illumination source;
- a specimen stage operable to support a specimen;
- imaging optics;
- a polarization state analyzer optically coupled to the imaging optics; and
- one or more processors in communication with the illumination source and the polarization state analyzer, the one or more processors configured to perform operations comprising: generating a plurality of illumination wavelengths; positioning the specimen at a plurality of specimen positions and orientations; receiving an array of multiple sets of polarization channels from the polarization state analyzer; receiving a calibration tensor associated with the imaging optics; converting the array of multiple sets of polarization channels into Stokes parameter maps; deconvolving the Stokes parameter maps to provide 3D density, 3D anisotropy, and 3D orientation measurements of the specimen at multiple wavelengths; denoising the Stokes parameter maps to sensitively detect changes in density, anisotropy, and orientation using data correlation across spatial and temporal dimensions; and segmenting specific structures from dispersion of density, anisotropy, and orientation from above measurements.
2. The system of claim 1 wherein an illumination numerical aperture of the system is operable to be adjusted relative to an imaging numerical NA of the system to increase contrast of the density, anisotropy, and orientation for the specimen.
3. The system of claim 1 wherein the polarization state analyzer comprises a set of four cameras, each camera of the set of four cameras being operable to image light in one of four distinct polarization states.
4. The system of claim 3 wherein the polarization state analyzer further comprises:
- a broadband non-polarizing beam splitter operable to direct light along a first optical path or a second optical path;
- a broadband first polarizing beam splitter disposed along the first optical path and operable to direct light having a first polarization state to a first lens and a first camera and light having a third polarization state orthogonal to the first polarization state to a third lens and a third camera;
- a broadband half wave plate disposed along the second optical path; and
- a broadband second polarizing beam splitter disposed along the second optical path and operable to direct light having a second polarization state to a second lens and a second camera and light having a fourth polarization state orthogonal to the second polarization state to a fourth lens and a fourth camera.
5. The system of claim 3 wherein the polarization state analyzer further comprises:
- a first broadband non-polarizing beam splitter operable to direct light along a first optical path or a second optical path;
- a second broadband non-polarizing beam splitter disposed along the first optical path and operable to direct light along the first optical path to a first lens and a first camera or along a third optical path to a third lens and a third camera;
- a third broadband non-polarizing beam splitter disposed along the second optical path and operable to direct light along the second optical path to a second lens and a second camera or along a fourth optical path to a fourth lens and a fourth camera; and
- a polarization modulator disposed in each of the first optical path, the second optical path, the third optical path, and the fourth optical path.
6. The system of claim 5 wherein the set of four cameras are operable to acquire a set of four polarization-channels with polarization states having distinct orientations and two ellipticities.
7. The system of claim 1 wherein the polarization state analyzer comprises a single camera having a polarization-resolved pixel format.
8. The system of claim 1 wherein each set of polarization channels includes a plurality of images associated with different axial positions of the specimen.
9. The system of claim 8 wherein the array of multiple sets of polarization channels is acquired with different illumination wavelengths.
10. The system of claim 8 wherein each set of polarization channels comprises:
- a first image obtained using light having a polarization state aligned with 0°;
- a second image obtained using light having a polarization state aligned with 45°;
- a third image obtained using light having a polarization state aligned with 90°; and
- a fourth image obtained using light having a polarization state aligned with 135°.
11. The system of claim 1 wherein converting the array of multiple sets of polarization channels into Stokes parameter maps comprises using an inverse of the calibration tensor.
12. The system of claim 1 wherein the specimen comprises primary cells from an organism, tissue from an organism, live small organism, clinical biopsy, cell culture, optical storage device including laser etched glass, or liquid crystalline material.
13. A method of measuring optical properties of a specimen, the method comprising:
- generating illumination light at a plurality of illumination wavelengths;
- for each of the plurality of illumination wavelengths: directing the illumination light to impinge on the specimen; collecting sample light passing through the specimen; and detecting the collected sample light using a polarization state analyzer to form a set of polarization channels;
- receiving a calibration tensor;
- converting the set of polarization channels for each of the illumination wavelengths into Stokes parameter maps using the calibration tensor; and
- deconvolving the Stokes parameter maps to provide density, anisotropy, and orientation measurements of the specimen.
14. The method of claim 13 further comprising:
- translating the specimen;
- collecting additional sample light passing through the specimen; and
- detecting the collected additional sample light using the polarization state analyzer to form multiple sets of polarization channels.
15. The method of claim 14 wherein the specimen is disposed in an image plane and translating the specimen comprises motion orthogonal to the image plane.
16. The method of claim 13 wherein collecting sample light comprises focusing the sample light onto image sensors of the polarization state analyzer.
17. The method of claim 13 wherein the calibration tensor is associated with imaging optics.
18. The method of claim 13 wherein the specimen comprises primary cells from an organism, tissue from an organism, live small organism, clinical biopsy, cell culture, optical storage device including laser etched glass, or liquid crystalline material.
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Type: Grant
Filed: Nov 16, 2022
Date of Patent: Jan 28, 2025
Patent Publication Number: 20230124259
Assignee: CZ Biohub SF, LLC (San Francisco, CA)
Inventors: Shalin Mehta (San Francisco, CA), Ivan Ivanov (San Francisco, CA), Li-Hao Yeh (San Francisco, CA)
Primary Examiner: Hina F Ayub
Application Number: 18/055,984